CrowdMind – 제품 아이디어를 구축하기 전에 AI 페르소나로 검증

Validate product ideas with AI personas before you build. Scrape Reddit & HN for pain points → Generate ideas → Score with diverse personas → Auto-optimize until target Inspired by Karpathy's Autoresearch — propose → test → keep/discard → repeat Try It • Use Cases • Quick Start • Commands • Auto-Optimize • FAQ pip install crowdmind export ANTHROPIC_API_KEY="sk-ant-..." # or OPENAI_API_KEY crowdmind validate "Your startup idea here" $ crowdmind validate "A CLI tool for managing AI coding agents" ┌────────────┬────────┬───────────┐ │ Metric │ Score │ Rating │ ├────────────┼────────┼───────────┤ │ Interest │ 7.2/10 │ 🟢 High │ │ Usefulness │ 6.8/10 │ 🟡 Medium │ │ Urgency │ 5.4/10 │ 🟡 Medium │ │ Overall │ 6.5/10 │ 🟡 Medium │ └────────────┴────────┴───────────┘ Would Pay: Yes 30% | Maybe 45% | No 25% Persona Feedback: ✓ Senior Developer (8/10): "Solves real pain point with AI context" ✓ Indie Hacker (7/10): "Would use this daily" △ Tech Lead (6/10): "Need team features for enterprise" ✗ Skeptic (4/10): "What makes this different from existing tools?" - Scrapes Reddit, HN, GitHub for what users actually complain about - Generates feature ideas that solve real pain points (not imagined ones) - Validates before you build — test with 5 to 100+ AI personas in seconds - Kills bad ideas early — save weeks of building things nobody wants - Handles rate limits automatically — adaptive concurrency retries only failed interviews, never restarts the whole batch Validate features before deploying. Test positioning before launching. Know what users want before asking them. ┌─────────────────────────────────────────────────────────────────────────────────┐ │ CROWDMIND PIPELINE │ └─────────────────────────────────────────────────────────────────────────────────┘ YOUR CODEBASE INTERNET AI PERSONAS ───────────── ──────── ─────────── ./my-project/ ┌─────────────────┐ ┌─────────────────┐ ├── src/ │ Reddit API │ │ 👨💻 Sr Developer │ ├── package.json ──▶ │ HN Algolia │ ──▶ │ 🚀 Indie Hacker │ └── README.md │ GitHub Issues │ │ 👩💼 Tech Lead │ │ └────────┬────────┘ │ 🤨 Skeptic │ │ │ │ 💼 Enterprise │ ▼ ▼ └────────┬────────┘ ┌─────────────┐ ┌─────────────────┐ │ │ ANALYZE │ │ FIND PAIN │ │ │ CODEBASE │ │ POINTS │ ▼ │ │ │ │ ┌─────────────────────┐ │ • Features │ │ "Rate limits │ │ MULTI-METRIC │ │ • Tech stack│ │ kill my flow" │ │ SURVEY │ │ • Structure │ │ (23 mentions) │ │ │ └──────┬──────┘ └────────┬────────┘ │ • Interest (1-10) │ │ │ │ • Usefulness │ │ ┌────────────────┘ │ • Urgency │ │ │ │ • Would Pay? │ ▼ ▼ │ • Why? (text) │ ┌─────────────────────────┐ └──────────┬──────────┘ │ GENERATE FEATURE IDEAS │ │ │ │ ▼ │ Capabilities + Pains │ ┌─────────────────────┐ │ = Targeted Solutions │ │ RESULTS │ └───────────┬─────────────┘ │ │ │ │ Interest: 7.2/10 │ ▼ │ Usefulness: 6.8/10 │ ┌─────────────────────────────────────────────────┐ │ Would Pay: 45% │ │ AUTORESEARCH LOOP (Karpathy-style) │ │ │ │ │ │ "Add keyboard │ │ while score < target: │ │ shortcuts first" │ │ 1. PROPOSE improvement │ │ │ │ 2. TEST with personas ──────────────────▶ │ └─────────────────────┘ │ 3. If better: KEEP ✓ │ │ If worse: DISCARD ✗ │ │ 4. REPEAT │ │ │ │ 52 → 64 → 71 → 78 → 82 ✓ Target reached! │ └─────────────────────────────────────────────────┘ The key insight: It's not "ask ChatGPT once". It's: - Understand your codebase (what you can build) - Research real pain points (what users need) - Simulate 10-50 diverse personas who disagree - Iterate automatically until your pitch/README scores 80+ # Install pip install crowdmind export ANTHROPIC_API_KEY="sk-ant-..." # or OPENAI_API_KEY # Validate an idea (60 seconds) crowdmind validate "An app that tracks AI API spending" # Find what users complain about (2 minutes) crowdmind research --topics "AI coding tools" --sources reddit hackernews # Full analysis on your project (5 minutes) crowdmind analyze ./my-project --personas 15 $ crowdmind research --topics "developer tools" --sources reddit hackernews 🔥 TOP FRUSTRATIONS (from 47 discussions): 1. "Rate limits kill my flow state" (23 mentions) 2. "No way to track spending" (18 mentions) 3. "Context fills up too fast" (15 mentions) 💡 OPPORTUNITIES: → Rate limit predictor (solves #1) → Cost tracking dashboard (solves #2) → Smart context compression (solves #3) | Command | What it does | Time | |---|---|---| crowdmind validate "idea" | Multi-metric: interest, usefulness, urgency, would pay | ~1 min | crowdmind validate "idea" --context ./app | With codebase analysis for context | ~1 min | crowdmind optimize ./README.md | Autoresearch loop until target score | ~5-15 min | crowdmind research | Find pain points from Reddit/HN/GitHub | ~2 min | crowdmind analyze ./path | Full pipeline: research → ideate → validate | ~5 min | crowdmind market ./path | Pricing & go-to-market analysis | ~3 min | # Choose your audience (default: 10 personas, use any number you want) crowdmind validate "idea" --pack developers --personas 50 # 50 dev personas crowdmind validate "idea" --pack indie --persona